Articles | Volume 21, issue 4
Research article
28 Jul 2014
Research article |  | 28 Jul 2014

Toward enhanced understanding and projections of climate extremes using physics-guided data mining techniques

A. R. Ganguly, E. A. Kodra, A. Agrawal, A. Banerjee, S. Boriah, Sn. Chatterjee, So. Chatterjee, A. Choudhary, D. Das, J. Faghmous, P. Ganguli, S. Ghosh, K. Hayhoe, C. Hays, W. Hendrix, Q. Fu, J. Kawale, D. Kumar, V. Kumar, W. Liao, S. Liess, R. Mawalagedara, V. Mithal, R. Oglesby, K. Salvi, P. K. Snyder, K. Steinhaeuser, D. Wang, and D. Wuebbles

Related authors

Non-parametric Bayesian mixture of sparse regressions with application towards feature selection for statistical downscaling
D. Das, J. Dy, J. Ross, Z. Obradovic, and A. R. Ganguly
Nonlin. Processes Geophys., 21, 1145–1157,,, 2014

Related subject area

Subject: Time series, machine learning, networks, stochastic processes, extreme events | Topic: Climate, atmosphere, ocean, hydrology, cryosphere, biosphere
Downscaling of surface wind forecasts using convolutional neural networks
Florian Dupuy, Pierre Durand, and Thierry Hedde
Nonlin. Processes Geophys., 30, 553–570,,, 2023
Short summary
Superstatistical analysis of sea surface currents in the Gulf of Trieste, measured by high-frequency radar, and its relation to wind regimes using the maximum-entropy principle
Sofia Flora, Laura Ursella, and Achim Wirth
Nonlin. Processes Geophys., 30, 515–525,,, 2023
Short summary
A comparison of two causal methods in the context of climate analyses
David Docquier, Giorgia Di Capua, Reik V. Donner, Carlos A. L. Pires, Amélie Simon, and Stéphane Vannitsem
EGUsphere,,, 2023
Short summary
Physically constrained covariance inflation from location uncertainty
Yicun Zhen, Valentin Resseguier, and Bertrand Chapron
Nonlin. Processes Geophys., 30, 237–251,,, 2023
Short summary
Data-driven methods to estimate the committor function in conceptual ocean models
Valérian Jacques-Dumas, René M. van Westen, Freddy Bouchet, and Henk A. Dijkstra
Nonlin. Processes Geophys., 30, 195–216,,, 2023
Short summary

Cited articles

Alexander, L. and Perkins, S.: Debate heating up over changes in climate variability, Environ. Res. Lett., 8, 041001,, 2013.
Armbrust, M., Stoica, I., Zaharia, M., Fox, A., Griffith, R., Joseph, A. D., Katz, R., Konwinski, A., Lee, G., Patterson, D., and Rabkin, A.: A view of cloud computing, Commun. ACM, 53, 50–58,, 2010.
Bain, C. L., De Paz, J., Kramer, J., Magnusdottir, G., Smyth, P., Stern, H., and Wang, C.: Detecting the ITCZ in Instantaneous Satellite Data using Spatiotemporal Statistical Modeling: ITCZ Climatology in the East Pacific, J. Climate, 24, 216–230,, 2011.
Balakrishnan, S., Rinaldo, A., Singh, A., and Wasserman, L.: Tight Lower Bounds for Homology Inference, arXiv:1307.7666, 2013a.
Balakrishnan, S., Narayanan, S., Rinaldo, A., Singh, A., and Wasserman, L.: Cluster Trees on Manifold, in: Neural Information Processing Systems 2013, Lake Tahoe, Nevada, USA, 26 pp., 2013b.